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Dastawez Jahan-Numa

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988 stories

Public health and medicine worldwide — sourced from WHO News.

Dastawez Jahan-Numa

Implicit Reasoning Steering via Concept Chaining

arXiv:2607.14242v1 Announce Type: new Abstract: Large language models often appear to reason reliably, yet on many questions repeated sampling yields both correct and incorrect answers, revealing an underlying fragility …

arXiv (cs)3h ago
Dastawez Jahan-Numa

Information-Theoretic Adaptive Cooling for Deterministic MPPI via Entropy Feedback

arXiv:2607.14245v1 Announce Type: new Abstract: This paper investigates deterministic optimal control using Model Predictive Path Integral (MPPI) control, a sampling-based and derivative-free framework well suited for sy…

arXiv (cs)3h ago
Dastawez Jahan-Numa

The Steering Budget: Examples beat Knobs

arXiv:2607.14246v1 Announce Type: new Abstract: Generative models are steered with knobs -- prompts, guidance scales, property tags. Turn one as hard as you like and, past a point, it stops moving the property you care a…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Enhanced Feedback Mechanisms for Resource-Efficient Incremental Redundancy

arXiv:2607.14247v1 Announce Type: new Abstract: Incremental redundancy (IR) can reduce error rates by spreading coded bits across multiple transmission attempts. However, conventional stop-and-wait operation with coarse …

arXiv (cs)3h ago
Dastawez Jahan-Numa

3D Lane Detection with Odometry for High-Speed Vehicle Racing

arXiv:2607.14248v1 Announce Type: new Abstract: Lane boundary detection is a critical component in autonomous driving systems and has been rigorously studied in regular driving scenarios. However, it is less explored in …

arXiv (cs)3h ago
Dastawez Jahan-Numa

MIDiff: Tackling Sparsity and Imbalance in Mobile Usage Generation via Multivariate-Imaging Diffusion

arXiv:2607.14249v1 Announce Type: new Abstract: Mobile usage traces are critical for tasks such as user behavior prediction and app recommendation, yet their use is constrained by privacy restrictions and costly large-sc…

arXiv (cs)3h ago
Dastawez Jahan-Numa

The Severance Problem: LLMs are Unaware of the Person Beyond the Prompt

arXiv:2607.14250v1 Announce Type: new Abstract: Personal AI assistants have attracted significant interest for their potential to enhance everyday life by automating routine tasks, supporting consequential decisions, and…

arXiv (cs)3h ago
Dastawez Jahan-Numa

MEMORA: Embodied Action Memory from Egocentric Videos for Reasoning and Planning

arXiv:2607.14252v1 Announce Type: new Abstract: Long-horizon robot planning requires more than predicting what actions will do next; it also requires memory of the embodied experience that makes future goals interpretabl…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Automatic Hard Example Synthesis with Multi-Level Agentic Data Curation

arXiv:2607.14256v1 Announce Type: new Abstract: Multimodal Large Language Models (MLLMs) are increasingly deployed for nuanced content safety and moderation tasks, yet they remain vulnerable to adversarial attacks and ou…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Stochastic Filtering for Quorum Sensing in Robot Swarms under Anonymous Communication

arXiv:2607.14262v1 Announce Type: new Abstract: Quorum Sensing (QS) is a key capability for robot swarms, useful for coordination of activities at the group level. Effective communication is instrumental for individuals …

arXiv (cs)3h ago
Dastawez Jahan-Numa

MonteRET: AI Agent Enhancing Multimodal LLMs with Multi-granularity Knowledge Retrieval for Chest CT Report Generation

arXiv:2607.14264v1 Announce Type: new Abstract: Automated chest CT report generation remains challenging because clinically faithful reporting requires both whole-volume understanding and accurate description of localize…

arXiv (cs)3h ago
Dastawez Jahan-Numa

NGMRES convergence analysis and proof of acceleration for contractive and noncontractive iterations

arXiv:2607.14268v1 Announce Type: new Abstract: This paper gives the first convergence analysis and proof of acceleration for nonlinear GMRES (NGMRES) applied to contractive and noncontractive fixed point iterations (FPI…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Local Additive Feature Attribution: A Mathematical Taxonomy and Reporting Checklist

arXiv:2607.14271v1 Announce Type: new Abstract: Feature-attribution methods are central to explainable artificial intelligence. Their assumptions are expressed in several mathematical languages: cooperative-game values, …

arXiv (cs)3h ago
Dastawez Jahan-Numa

Lyapunov Guidance: A Unified Framework for Stabilizing Generative Flows

arXiv:2607.14272v1 Announce Type: new Abstract: Flow matching has emerged as an effective framework for learning complex data distributions, but adapting pretrained flow models to new tasks often requires computationally…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Learning reduced-order latent linear models for Kalman filtering of nonlinear systems

arXiv:2607.14273v1 Announce Type: new Abstract: We propose a filtering-oriented end-to-end learning framework to identify reduced-order models explicitly tailored for state estimation in high-dimensional nonlinear system…

arXiv (cs)3h ago
Dastawez Jahan-Numa

AI Agents Do Not Fail Alone:The Context Fails First

arXiv:2607.14275v1 Announce Type: new Abstract: Context engineering has become central to building reliable AI agents, yet it remains largely unmeasured. Agents do not fail in isolation: their behavior is shaped by the i…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Multi-Head Latent Control: A Unified Interface for LLM Agent Decision Making

arXiv:2607.14277v1 Announce Type: new Abstract: Large language models are increasingly deployed as agents, but reliable agentic behavior requires more than next-token prediction. At inference time, it is preferred that a…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Asymptotical Analysis of the $(1+(\lambda,\lambda))$ GA Escape Time from Local Optima on Jump Functions

arXiv:2607.14278v1 Announce Type: new Abstract: The paper develops the approach to the runtime analysis of evolutionary algorithms on the basis of limit theorems from probability theory. We consider the family of Jump$_k…

arXiv (cs)3h ago
Dastawez Jahan-Numa

DiMaS: Distribution Matching for Steering Vision-Language-Action Models

arXiv:2607.14280v1 Announce Type: new Abstract: Flow-matching-based vision-language-action (VLA) models have emerged as powerful policies for robotic manipulation, yet a critical capability remains underexplored: fine-gr…

arXiv (cs)3h ago
Dastawez Jahan-Numa

ToolAlignBench: Investigating Alignment Conflicts in Tool-Calling Enabled LLMs

arXiv:2607.14285v1 Announce Type: new Abstract: Safety alignment in LLMs aims to align models with human values, but which values take precedence when they conflict? We investigate this question in the context of tool-ca…

arXiv (cs)3h ago
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